'I was vomiting. I had dinner with a mate beforehand, maybe it was that. It was Subway,' he said.

A NSW Police spokesman confirmed to Daily Mail Australia that a drug dog operation in the Moore Park area had targeted the dance party and an event at nearby Hordern Pavilion, where alternative rock group Violent Soho were playing.

'More than 20 people were issued court attendance notices for drug possession,' he said.

'A number of people were also given infringements for fail to quit and offensive behavior.'

Three ambulances and police were on the scene by midnight to deal with a number of scantily-clad revellers that let the wild festivities of the night get to them.

By midnight on Saturday hundreds of scantily-clad partygoers spilled out onto the street as the dance party was shut down, hours before its scheduled finish time

The festive party also advertised 'fantastic sexy entertainment' to keep partygoers 'hot on the dance floor all night long'

Photos published by the Daily Telegraph revealed a number of partygoers being treated by paramedics and loaded into ambulances.

One man was pictured with a manic expression on his face while he was treated, while another appeared to be unconscious as he was loaded into an ambulance.

It's believed a third person overdosed on the dangerous party drug GHB, the same drug that left at least eight hospitalised and one dead earlier this year.

The exclusive dance party had a strict zero drugs policy which was advertised in the event description.

'Please be advised that if you are seen or caught using, distributing or participating in any illegal activity you will be ejected from the venue, banned from Hot Kandi and handed over to the police,' the event description read.

Daily Mail Australia has contacted Hot Kandi, the party organisers, for comment.